L. Benuskova et al., DYNAMIC SYNAPTIC MODIFICATION THRESHOLD - COMPUTATIONAL MODEL OF EXPERIENCE-DEPENDENT PLASTICITY IN ADULT-RAT BARREL CORTEX, Proceedings of the National Academy of Sciences of the United Statesof America, 91(11), 1994, pp. 4791-4795
Previous electrophysiological experiments have documented the response
of neurons in the adult rat somatic sensory (''barrel'') cortex to wh
isker movement after normal experience and after periods of experience
with all but two whiskers trimmed close to the face (whisker ''pairin
g''). To better understand how the barrel cortex adapts to changes in
the flow of sensory activity, we have developed a computational model
of a single representative barrel cell based on the Bienenstock, Coope
r, and Munro (BCM) theory of synaptic plasticity. The hallmark of the
BCM theory is the dynamic synaptic modification threshold, theta(M), w
hich dictates whether a neuron's activity at any given instant will le
ad to strengthening or weakening of the synapses impinging on it. The
threshold theta(M) is proportional to the neuron's activity averaged o
ver some recent past. Whisker pairing was simulated by setting input a
ctivities of the cell to the noise level, except for two inputs that r
epresented untrimmed whiskers. Initially low levels of cell activity,
resulting from whisker trimming, led to low values for theta(M). As ce
rtain synaptic weights potentiated, due to the activity of the paired
inputs, the values of theta(M) increased and after some time their mea
n reached an asymptotic value. This saturation of theta(M) led to the
depression of some inputs that were originally potentiated. The change
s in cell response generated by the model replicated those observed in
in vivo experiments. Previously, the BCM theory has explained salient
features of developmental experience-dependent plasticity in kitten v
isual cortex. Our results suggest that the idea of a dynamic synaptic
modification threshold, theta(M), is general enough to explain plastic
ity in different species, in different sensory systems, and at differe
nt stages of brain maturity.